Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 100000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 14055 |
| Duplicate rows (%) | 14.1% |
| Total size in memory | 14.5 MiB |
| Average record size in memory | 152.0 B |
Variable types
| Categorical | 5 |
|---|---|
| Unsupported | 1 |
| Numeric | 13 |
| Dataset has 14055 (14.1%) duplicate rows | Duplicates |
AR_P_Proto_P_DstIP is highly overall correlated with AR_P_Proto_P_SrcIP and 6 other fields | High correlation |
AR_P_Proto_P_SrcIP is highly overall correlated with AR_P_Proto_P_DstIP and 6 other fields | High correlation |
Pkts_P_State_P_Protocol_P_DestIP is highly overall correlated with AR_P_Proto_P_DstIP and 8 other fields | High correlation |
Pkts_P_State_P_Protocol_P_SrcIP is highly overall correlated with AR_P_Proto_P_DstIP and 8 other fields | High correlation |
TnP_PerProto is highly overall correlated with AR_P_Proto_P_DstIP and 8 other fields | High correlation |
TnP_Per_Dport is highly overall correlated with AR_P_Proto_P_DstIP and 8 other fields | High correlation |
daddr is highly overall correlated with TnP_PerProto and 1 other fields | High correlation |
dpkts is highly overall correlated with drate and 2 other fields | High correlation |
drate is highly overall correlated with dpkts and 2 other fields | High correlation |
dur is highly overall correlated with flgs and 1 other fields | High correlation |
flgs is highly overall correlated with Pkts_P_State_P_Protocol_P_DestIP and 8 other fields | High correlation |
proto is highly overall correlated with flgs and 3 other fields | High correlation |
rate is highly overall correlated with AR_P_Proto_P_DstIP and 9 other fields | High correlation |
saddr is highly overall correlated with Pkts_P_State_P_Protocol_P_DestIP and 8 other fields | High correlation |
spkts is highly overall correlated with AR_P_Proto_P_DstIP and 8 other fields | High correlation |
state is highly overall correlated with proto | High correlation |
flgs is highly imbalanced (59.6%) | Imbalance |
daddr is highly imbalanced (99.3%) | Imbalance |
dur is highly skewed (γ1 = 59.71403985) | Skewed |
spkts is highly skewed (γ1 = 315.6675272) | Skewed |
dpkts is highly skewed (γ1 = 316.2135728) | Skewed |
rate is highly skewed (γ1 = 29.18979115) | Skewed |
drate is highly skewed (γ1 = 175.3822442) | Skewed |
TnP_PerProto is highly skewed (γ1 = 84.37939862) | Skewed |
TnP_Per_Dport is highly skewed (γ1 = 223.745705) | Skewed |
AR_P_Proto_P_SrcIP is highly skewed (γ1 = 29.18444864) | Skewed |
AR_P_Proto_P_DstIP is highly skewed (γ1 = 29.02647228) | Skewed |
N_IN_Conn_P_DstIP is highly skewed (γ1 = -28.18664968) | Skewed |
Pkts_P_State_P_Protocol_P_DestIP is highly skewed (γ1 = 79.2465362) | Skewed |
Pkts_P_State_P_Protocol_P_SrcIP is highly skewed (γ1 = 36.88359724) | Skewed |
proto is uniformly distributed | Uniform |
dport is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
dur has 4327 (4.3%) zeros | Zeros |
dpkts has 76429 (76.4%) zeros | Zeros |
rate has 4327 (4.3%) zeros | Zeros |
drate has 94335 (94.3%) zeros | Zeros |
AR_P_Proto_P_SrcIP has 3428 (3.4%) zeros | Zeros |
AR_P_Proto_P_DstIP has 2334 (2.3%) zeros | Zeros |
Reproduction
| Analysis started | 2024-04-14 09:27:41.729109 |
|---|---|
| Analysis finished | 2024-04-14 09:29:10.593265 |
| Duration | 1 minute and 28.86 seconds |
| Software version | ydata-profiling vv4.7.0 |
| Download configuration | config.json |
flgs
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| e | |
|---|---|
| e s | |
| e g | 928 |
| e * | 42 |
| eU | 8 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.81554 |
| Min length | 1 |
Characters and Unicode
| Total characters | 181554 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | e |
|---|---|
| 2nd row | e |
| 3rd row | e |
| 4th row | e s |
| 5th row | e s |
Common Values
| Value | Count | Frequency (%) |
| e | 59219 | |
| e s | 39802 | |
| e g | 928 | 0.9% |
| e * | 42 | < 0.1% |
| eU | 8 | < 0.1% |
| e & | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| e | 99992 | |
| s | 39802 | 28.3% |
| g | 928 | 0.7% |
| 43 | < 0.1% | |
| eu | 8 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 100000 | |
| 40773 | ||
| s | 39802 | 21.9% |
| g | 928 | 0.5% |
| * | 42 | < 0.1% |
| U | 8 | < 0.1% |
| & | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 181554 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 100000 | |
| 40773 | ||
| s | 39802 | 21.9% |
| g | 928 | 0.5% |
| * | 42 | < 0.1% |
| U | 8 | < 0.1% |
| & | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 181554 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 100000 | |
| 40773 | ||
| s | 39802 | 21.9% |
| g | 928 | 0.5% |
| * | 42 | < 0.1% |
| U | 8 | < 0.1% |
| & | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 181554 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 100000 | |
| 40773 | ||
| s | 39802 | 21.9% |
| g | 928 | 0.5% |
| * | 42 | < 0.1% |
| U | 8 | < 0.1% |
| & | 1 | < 0.1% |
proto
Categorical
HIGH CORRELATION UNIFORM
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| tcp | |
|---|---|
| udp |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 300000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | tcp |
|---|---|
| 2nd row | tcp |
| 3rd row | tcp |
| 4th row | tcp |
| 5th row | tcp |
Common Values
| Value | Count | Frequency (%) |
| tcp | 50000 | |
| udp | 50000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| tcp | 50000 | |
| udp | 50000 |
Most occurring characters
| Value | Count | Frequency (%) |
| p | 100000 | |
| t | 50000 | |
| c | 50000 | |
| u | 50000 | |
| d | 50000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| p | 100000 | |
| t | 50000 | |
| c | 50000 | |
| u | 50000 | |
| d | 50000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| p | 100000 | |
| t | 50000 | |
| c | 50000 | |
| u | 50000 | |
| d | 50000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| p | 100000 | |
| t | 50000 | |
| c | 50000 | |
| u | 50000 | |
| d | 50000 |
saddr
Categorical
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 192.168.100.147 | |
|---|---|
| 192.168.100.148 | |
| 192.168.100.150 | |
| 192.168.100.149 | |
| 192.168.100.3 | 204 |
| Other values (5) | 5 |
Length
| Max length | 25 |
|---|---|
| Median length | 15 |
| Mean length | 14.99607 |
| Min length | 13 |
Characters and Unicode
| Total characters | 1499607 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 192.168.100.149 |
|---|---|
| 2nd row | 192.168.100.149 |
| 3rd row | 192.168.100.150 |
| 4th row | 192.168.100.148 |
| 5th row | 192.168.100.150 |
Common Values
| Value | Count | Frequency (%) |
| 192.168.100.147 | 26906 | |
| 192.168.100.148 | 25845 | |
| 192.168.100.150 | 23674 | |
| 192.168.100.149 | 23366 | |
| 192.168.100.3 | 204 | 0.2% |
| fe80::c0c0:aa20:45b9:bdd9 | 1 | < 0.1% |
| fe80::250:56ff:febe:e9d9 | 1 | < 0.1% |
| 192.168.100.27 | 1 | < 0.1% |
| 192.168.100.4 | 1 | < 0.1% |
| 192.168.100.55 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 192.168.100.147 | 26906 | |
| 192.168.100.148 | 25845 | |
| 192.168.100.150 | 23674 | |
| 192.168.100.149 | 23366 | |
| 192.168.100.3 | 204 | 0.2% |
| fe80::c0c0:aa20:45b9:bdd9 | 1 | < 0.1% |
| fe80::250:56ff:febe:e9d9 | 1 | < 0.1% |
| 192.168.100.27 | 1 | < 0.1% |
| 192.168.100.4 | 1 | < 0.1% |
| 192.168.100.55 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 399785 | |
| . | 299994 | |
| 0 | 223676 | |
| 8 | 125845 | 8.4% |
| 9 | 123368 | 8.2% |
| 2 | 100001 | 6.7% |
| 6 | 99999 | 6.7% |
| 4 | 76119 | 5.1% |
| 7 | 26907 | 1.8% |
| 5 | 23679 | 1.6% |
| Other values (8) | 234 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1499607 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 399785 | |
| . | 299994 | |
| 0 | 223676 | |
| 8 | 125845 | 8.4% |
| 9 | 123368 | 8.2% |
| 2 | 100001 | 6.7% |
| 6 | 99999 | 6.7% |
| 4 | 76119 | 5.1% |
| 7 | 26907 | 1.8% |
| 5 | 23679 | 1.6% |
| Other values (8) | 234 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1499607 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 399785 | |
| . | 299994 | |
| 0 | 223676 | |
| 8 | 125845 | 8.4% |
| 9 | 123368 | 8.2% |
| 2 | 100001 | 6.7% |
| 6 | 99999 | 6.7% |
| 4 | 76119 | 5.1% |
| 7 | 26907 | 1.8% |
| 5 | 23679 | 1.6% |
| Other values (8) | 234 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1499607 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 399785 | |
| . | 299994 | |
| 0 | 223676 | |
| 8 | 125845 | 8.4% |
| 9 | 123368 | 8.2% |
| 2 | 100001 | 6.7% |
| 6 | 99999 | 6.7% |
| 4 | 76119 | 5.1% |
| 7 | 26907 | 1.8% |
| 5 | 23679 | 1.6% |
| Other values (8) | 234 | < 0.1% |
daddr
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 192.168.100.3 | |
|---|---|
| 192.168.100.150 | 80 |
| 192.168.100.147 | 76 |
| 192.168.100.149 | 34 |
| 192.168.100.148 | 10 |
| Other values (10) | 16 |
Length
| Max length | 15 |
|---|---|
| Median length | 13 |
| Mean length | 13.00368 |
| Min length | 7 |
Characters and Unicode
| Total characters | 1300368 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 6 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 192.168.100.3 |
|---|---|
| 2nd row | 192.168.100.3 |
| 3rd row | 192.168.100.3 |
| 4th row | 192.168.100.3 |
| 5th row | 192.168.100.3 |
Common Values
| Value | Count | Frequency (%) |
| 192.168.100.3 | 99784 | |
| 192.168.100.150 | 80 | 0.1% |
| 192.168.100.147 | 76 | 0.1% |
| 192.168.100.149 | 34 | < 0.1% |
| 192.168.100.148 | 10 | < 0.1% |
| 224.0.0.251 | 3 | < 0.1% |
| 8.8.8.8 | 3 | < 0.1% |
| 192.168.217.2 | 2 | < 0.1% |
| ff02::fb | 2 | < 0.1% |
| 205.251.196.160 | 1 | < 0.1% |
| Other values (5) | 5 | < 0.1% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 192.168.100.3 | 99784 | |
| 192.168.100.150 | 80 | 0.1% |
| 192.168.100.147 | 76 | 0.1% |
| 192.168.100.149 | 34 | < 0.1% |
| 192.168.100.148 | 10 | < 0.1% |
| 224.0.0.251 | 3 | < 0.1% |
| 8.8.8.8 | 3 | < 0.1% |
| 192.168.217.2 | 2 | < 0.1% |
| ff02::fb | 2 | < 0.1% |
| 205.251.196.160 | 1 | < 0.1% |
| Other values (5) | 5 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 300178 | |
| . | 299994 | |
| 0 | 200062 | |
| 9 | 100030 | 7.7% |
| 8 | 100012 | 7.7% |
| 2 | 100008 | 7.7% |
| 6 | 99990 | 7.7% |
| 3 | 99786 | 7.7% |
| 4 | 125 | < 0.1% |
| 5 | 89 | < 0.1% |
| Other values (4) | 94 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1300368 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 300178 | |
| . | 299994 | |
| 0 | 200062 | |
| 9 | 100030 | 7.7% |
| 8 | 100012 | 7.7% |
| 2 | 100008 | 7.7% |
| 6 | 99990 | 7.7% |
| 3 | 99786 | 7.7% |
| 4 | 125 | < 0.1% |
| 5 | 89 | < 0.1% |
| Other values (4) | 94 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1300368 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 300178 | |
| . | 299994 | |
| 0 | 200062 | |
| 9 | 100030 | 7.7% |
| 8 | 100012 | 7.7% |
| 2 | 100008 | 7.7% |
| 6 | 99990 | 7.7% |
| 3 | 99786 | 7.7% |
| 4 | 125 | < 0.1% |
| 5 | 89 | < 0.1% |
| Other values (4) | 94 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1300368 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 300178 | |
| . | 299994 | |
| 0 | 200062 | |
| 9 | 100030 | 7.7% |
| 8 | 100012 | 7.7% |
| 2 | 100008 | 7.7% |
| 6 | 99990 | 7.7% |
| 3 | 99786 | 7.7% |
| 4 | 125 | < 0.1% |
| 5 | 89 | < 0.1% |
| Other values (4) | 94 | < 0.1% |
dport
Unsupported
REJECTED UNSUPPORTED
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
state
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| INT | |
|---|---|
| REQ | |
| RST | |
| ACC | 129 |
| CON | 10 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 300000 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RST |
|---|---|
| 2nd row | REQ |
| 3rd row | REQ |
| 4th row | REQ |
| 5th row | REQ |
Common Values
| Value | Count | Frequency (%) |
| INT | 49991 | |
| REQ | 27639 | |
| RST | 22231 | |
| ACC | 129 | 0.1% |
| CON | 10 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| int | 49991 | |
| req | 27639 | |
| rst | 22231 | |
| acc | 129 | 0.1% |
| con | 10 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 72222 | |
| N | 50001 | |
| I | 49991 | |
| R | 49870 | |
| E | 27639 | 9.2% |
| Q | 27639 | 9.2% |
| S | 22231 | 7.4% |
| C | 268 | 0.1% |
| A | 129 | < 0.1% |
| O | 10 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 72222 | |
| N | 50001 | |
| I | 49991 | |
| R | 49870 | |
| E | 27639 | 9.2% |
| Q | 27639 | 9.2% |
| S | 22231 | 7.4% |
| C | 268 | 0.1% |
| A | 129 | < 0.1% |
| O | 10 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 72222 | |
| N | 50001 | |
| I | 49991 | |
| R | 49870 | |
| E | 27639 | 9.2% |
| Q | 27639 | 9.2% |
| S | 22231 | 7.4% |
| C | 268 | 0.1% |
| A | 129 | < 0.1% |
| O | 10 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 72222 | |
| N | 50001 | |
| I | 49991 | |
| R | 49870 | |
| E | 27639 | 9.2% |
| Q | 27639 | 9.2% |
| S | 22231 | 7.4% |
| C | 268 | 0.1% |
| A | 129 | < 0.1% |
| O | 10 | < 0.1% |
dur
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 72209 |
|---|---|
| Distinct (%) | 72.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.828227 |
| Minimum | 0 |
|---|---|
| Maximum | 1940.8593 |
| Zeros | 4327 |
| Zeros (%) | 4.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2313936 |
| Q1 | 12.124544 |
| median | 13.685223 |
| Q3 | 14.547841 |
| 95-th percentile | 39.488353 |
| Maximum | 1940.8593 |
| Range | 1940.8593 |
| Interquartile range (IQR) | 2.423297 |
Descriptive statistics
| Standard deviation | 10.680226 |
|---|---|
| Coefficient of variation (CV) | 0.72026319 |
| Kurtosis | 10577.337 |
| Mean | 14.828227 |
| Median Absolute Deviation (MAD) | 1.3387595 |
| Skewness | 59.71404 |
| Sum | 1482822.7 |
| Variance | 114.06723 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4327 | 4.3% |
| 13.717701 | 15 | < 0.1% |
| 11.50604 | 14 | < 0.1% |
| 12.923795 | 12 | < 0.1% |
| 13.812848 | 12 | < 0.1% |
| 13.617759 | 12 | < 0.1% |
| 12.224451 | 12 | < 0.1% |
| 13.750745 | 11 | < 0.1% |
| 12.380751 | 11 | < 0.1% |
| 13.862002 | 11 | < 0.1% |
| Other values (72199) | 95563 |
| Value | Count | Frequency (%) |
| 0 | 4327 | |
| 0.007221 | 1 | < 0.1% |
| 0.007235 | 1 | < 0.1% |
| 0.009813 | 1 | < 0.1% |
| 0.057087 | 1 | < 0.1% |
| 0.137353 | 1 | < 0.1% |
| 0.140991 | 1 | < 0.1% |
| 0.141003 | 1 | < 0.1% |
| 0.141035 | 1 | < 0.1% |
| 0.141037 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1940.859253 | 1 | |
| 54.441578 | 1 | |
| 54.440483 | 1 | |
| 54.439243 | 1 | |
| 54.426601 | 1 | |
| 54.420261 | 1 | |
| 54.412254 | 1 | |
| 53.945564 | 1 | |
| 53.386646 | 1 | |
| 49.884693 | 1 |
spkts
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.41457 |
| Minimum | 1 |
|---|---|
| Maximum | 35028 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 15 |
| Maximum | 35028 |
| Range | 35027 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 110.8114 |
|---|---|
| Coefficient of variation (CV) | 14.945088 |
| Kurtosis | 99763.838 |
| Mean | 7.41457 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 315.66753 |
| Sum | 741457 |
| Variance | 12279.167 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 6 | 14316 | |
| 5 | 14019 | |
| 7 | 12496 | |
| 4 | 9946 | |
| 8 | 8204 | |
| 15 | 7131 | |
| 11 | 6909 | |
| 3 | 5895 | |
| 2 | 4746 | 4.7% |
| 1 | 4335 | 4.3% |
| Other values (7) | 12003 |
| Value | Count | Frequency (%) |
| 1 | 4335 | 4.3% |
| 2 | 4746 | 4.7% |
| 3 | 5895 | |
| 4 | 9946 | |
| 5 | 14019 | |
| 6 | 14316 | |
| 7 | 12496 | |
| 8 | 8204 | |
| 9 | 1676 | 1.7% |
| 10 | 3852 | 3.9% |
| Value | Count | Frequency (%) |
| 35028 | 1 | < 0.1% |
| 16 | 540 | 0.5% |
| 15 | 7131 | |
| 14 | 3888 | |
| 13 | 1846 | 1.8% |
| 12 | 200 | 0.2% |
| 11 | 6909 | |
| 10 | 3852 | |
| 9 | 1676 | 1.7% |
| 8 | 8204 |
dpkts
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6528 |
| Minimum | 0 |
|---|---|
| Maximum | 35029 |
| Zeros | 76429 |
| Zeros (%) | 76.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 35029 |
| Range | 35029 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 110.77212 |
|---|---|
| Coefficient of variation (CV) | 169.68769 |
| Kurtosis | 99994.015 |
| Mean | 0.6528 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 316.21357 |
| Sum | 65280 |
| Variance | 12270.464 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 76429 | |
| 1 | 17906 | 17.9% |
| 2 | 4757 | 4.8% |
| 3 | 797 | 0.8% |
| 4 | 110 | 0.1% |
| 35029 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 76429 | |
| 1 | 17906 | 17.9% |
| 2 | 4757 | 4.8% |
| 3 | 797 | 0.8% |
| 4 | 110 | 0.1% |
| 35029 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35029 | 1 | < 0.1% |
| 4 | 110 | 0.1% |
| 3 | 797 | 0.8% |
| 2 | 4757 | 4.8% |
| 1 | 17906 | 17.9% |
| 0 | 76429 |
rate
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 32712 |
|---|---|
| Distinct (%) | 32.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.62498175 |
| Minimum | 0 |
|---|---|
| Maximum | 138.48499 |
| Zeros | 4327 |
| Zeros (%) | 4.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.059559 |
| Q1 | 0.271586 |
| median | 0.468331 |
| Q3 | 0.656537 |
| 95-th percentile | 1.024237 |
| Maximum | 138.48499 |
| Range | 138.48499 |
| Interquartile range (IQR) | 0.384951 |
Descriptive statistics
| Standard deviation | 1.3608643 |
|---|---|
| Coefficient of variation (CV) | 2.1774464 |
| Kurtosis | 2433.818 |
| Mean | 0.62498175 |
| Median Absolute Deviation (MAD) | 0.196377 |
| Skewness | 29.189791 |
| Sum | 62498.175 |
| Variance | 1.8519515 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4327 | 4.3% |
| 0.484498 | 47 | < 0.1% |
| 0.4908 | 46 | < 0.1% |
| 0.484437 | 43 | < 0.1% |
| 0.484429 | 42 | < 0.1% |
| 0.494548 | 39 | < 0.1% |
| 0.490686 | 39 | < 0.1% |
| 0.484639 | 39 | < 0.1% |
| 0.494812 | 38 | < 0.1% |
| 1.00271 | 38 | < 0.1% |
| Other values (32702) | 95302 |
| Value | Count | Frequency (%) |
| 0 | 4327 | |
| 0.048545 | 4 | < 0.1% |
| 0.048594 | 2 | < 0.1% |
| 0.048595 | 2 | < 0.1% |
| 0.048619 | 2 | < 0.1% |
| 0.048632 | 4 | < 0.1% |
| 0.048664 | 1 | < 0.1% |
| 0.048703 | 3 | < 0.1% |
| 0.048738 | 2 | < 0.1% |
| 0.048789 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 138.484985 | 1 | |
| 138.216995 | 1 | |
| 101.905632 | 1 | |
| 36.095352 | 1 | |
| 17.517122 | 1 | |
| 14.561021 | 1 | |
| 14.185303 | 1 | |
| 14.184095 | 1 | |
| 14.180877 | 1 | |
| 14.180676 | 1 |
drate
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 2865 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0072071357 |
| Minimum | 0 |
|---|---|
| Maximum | 18.047676 |
| Zeros | 94335 |
| Zeros (%) | 94.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.042289 |
| Maximum | 18.047676 |
| Range | 18.047676 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.071014853 |
|---|---|
| Coefficient of variation (CV) | 9.8534087 |
| Kurtosis | 42726.34 |
| Mean | 0.0072071357 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 175.38224 |
| Sum | 720.71357 |
| Variance | 0.0050431094 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 94335 | |
| 0.030719 | 11 | < 0.1% |
| 0.274514 | 10 | < 0.1% |
| 0.046806 | 9 | < 0.1% |
| 0.059062 | 9 | < 0.1% |
| 0.08579 | 9 | < 0.1% |
| 0.06062 | 9 | < 0.1% |
| 0.024922 | 9 | < 0.1% |
| 0.057298 | 9 | < 0.1% |
| 0.042557 | 8 | < 0.1% |
| Other values (2855) | 5582 | 5.6% |
| Value | Count | Frequency (%) |
| 0 | 94335 | |
| 0.021752 | 1 | < 0.1% |
| 0.021958 | 1 | < 0.1% |
| 0.022284 | 1 | < 0.1% |
| 0.02243 | 6 | < 0.1% |
| 0.022691 | 2 | < 0.1% |
| 0.022765 | 1 | < 0.1% |
| 0.023124 | 4 | < 0.1% |
| 0.023293 | 4 | < 0.1% |
| 0.023314 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 18.047676 | 1 | |
| 7.236885 | 1 | |
| 0.818594 | 1 | |
| 0.761223 | 1 | |
| 0.738251 | 1 | |
| 0.718613 | 1 | |
| 0.703298 | 1 | |
| 0.640021 | 1 | |
| 0.627743 | 1 | |
| 0.627741 | 1 |
TnP_PerProto
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 1369 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 758.37863 |
| Minimum | 99 |
|---|---|
| Maximum | 200009 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 99 |
|---|---|
| 5-th percentile | 200 |
| Q1 | 500 |
| median | 690 |
| Q3 | 967 |
| 95-th percentile | 1460 |
| Maximum | 200009 |
| Range | 199910 |
| Interquartile range (IQR) | 467 |
Descriptive statistics
| Standard deviation | 1820.2793 |
|---|---|
| Coefficient of variation (CV) | 2.4002249 |
| Kurtosis | 7888.9053 |
| Mean | 758.37863 |
| Median Absolute Deviation (MAD) | 206 |
| Skewness | 84.379399 |
| Sum | 75837863 |
| Variance | 3313416.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 700 | 6583 | 6.6% |
| 600 | 4600 | 4.6% |
| 800 | 3918 | 3.9% |
| 1500 | 3359 | 3.4% |
| 1100 | 3125 | 3.1% |
| 500 | 2669 | 2.7% |
| 100 | 2319 | 2.3% |
| 400 | 1997 | 2.0% |
| 1400 | 1602 | 1.6% |
| 1000 | 1487 | 1.5% |
| Other values (1359) | 68341 |
| Value | Count | Frequency (%) |
| 99 | 10 | < 0.1% |
| 100 | 2319 | |
| 102 | 31 | < 0.1% |
| 103 | 11 | < 0.1% |
| 104 | 14 | < 0.1% |
| 106 | 43 | < 0.1% |
| 108 | 57 | 0.1% |
| 110 | 23 | < 0.1% |
| 111 | 7 | < 0.1% |
| 112 | 56 | 0.1% |
| Value | Count | Frequency (%) |
| 200009 | 4 | < 0.1% |
| 142005 | 1 | < 0.1% |
| 124664 | 3 | < 0.1% |
| 123687 | 5 | < 0.1% |
| 78955 | 3 | < 0.1% |
| 1600 | 211 | |
| 1598 | 2 | < 0.1% |
| 1586 | 2 | < 0.1% |
| 1585 | 3 | < 0.1% |
| 1580 | 8 | < 0.1% |
TnP_Per_Dport
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 1386 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 737.23647 |
| Minimum | 4 |
|---|---|
| Maximum | 221903 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 200 |
| Q1 | 500 |
| median | 688 |
| Q3 | 966 |
| 95-th percentile | 1460 |
| Maximum | 221903 |
| Range | 221899 |
| Interquartile range (IQR) | 466 |
Descriptive statistics
| Standard deviation | 784.93658 |
|---|---|
| Coefficient of variation (CV) | 1.0647012 |
| Kurtosis | 63029.494 |
| Mean | 737.23647 |
| Median Absolute Deviation (MAD) | 208 |
| Skewness | 223.7457 |
| Sum | 73723647 |
| Variance | 616125.44 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 700 | 6582 | 6.6% |
| 600 | 4587 | 4.6% |
| 800 | 3916 | 3.9% |
| 1500 | 3359 | 3.4% |
| 1100 | 3125 | 3.1% |
| 500 | 2669 | 2.7% |
| 100 | 2322 | 2.3% |
| 400 | 1997 | 2.0% |
| 1400 | 1602 | 1.6% |
| 1000 | 1487 | 1.5% |
| Other values (1376) | 68354 |
| Value | Count | Frequency (%) |
| 4 | 8 | < 0.1% |
| 5 | 9 | < 0.1% |
| 6 | 40 | |
| 7 | 38 | |
| 8 | 29 | |
| 9 | 54 | |
| 10 | 13 | < 0.1% |
| 11 | 4 | < 0.1% |
| 12 | 5 | < 0.1% |
| 13 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 221903 | 1 | < 0.1% |
| 1600 | 211 | |
| 1598 | 2 | < 0.1% |
| 1586 | 2 | < 0.1% |
| 1585 | 3 | < 0.1% |
| 1580 | 8 | < 0.1% |
| 1576 | 7 | < 0.1% |
| 1575 | 6 | < 0.1% |
| 1573 | 4 | < 0.1% |
| 1572 | 10 | < 0.1% |
AR_P_Proto_P_SrcIP
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 21626 |
|---|---|
| Distinct (%) | 21.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0942437 |
| Minimum | 0 |
|---|---|
| Maximum | 368.234 |
| Zeros | 3428 |
| Zeros (%) | 3.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.114418 |
| Q1 | 0.359667 |
| median | 0.54369 |
| Q3 | 0.769543 |
| 95-th percentile | 1.0977 |
| Maximum | 368.234 |
| Range | 368.234 |
| Interquartile range (IQR) | 0.409876 |
Descriptive statistics
| Standard deviation | 5.035319 |
|---|---|
| Coefficient of variation (CV) | 4.6016431 |
| Kurtosis | 1559.1907 |
| Mean | 1.0942437 |
| Median Absolute Deviation (MAD) | 0.1903935 |
| Skewness | 29.184449 |
| Sum | 109424.37 |
| Variance | 25.354437 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3428 | 3.4% |
| 1.09834 | 71 | 0.1% |
| 1.09826 | 69 | 0.1% |
| 1.07498 | 67 | 0.1% |
| 1.07497 | 66 | 0.1% |
| 1.09827 | 65 | 0.1% |
| 1.09832 | 52 | 0.1% |
| 0.565167 | 48 | < 0.1% |
| 1.09825 | 46 | < 0.1% |
| 1.09797 | 46 | < 0.1% |
| Other values (21616) | 96042 |
| Value | Count | Frequency (%) |
| 0 | 3428 | |
| 0.0728576 | 5 | < 0.1% |
| 0.0730214 | 5 | < 0.1% |
| 0.0734134 | 8 | < 0.1% |
| 0.0734191 | 1 | < 0.1% |
| 0.073804 | 4 | < 0.1% |
| 0.0738083 | 5 | < 0.1% |
| 0.0738423 | 8 | < 0.1% |
| 0.0738425 | 1 | < 0.1% |
| 0.0741023 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 368.234 | 4 | |
| 335.94 | 1 | < 0.1% |
| 212.911 | 1 | < 0.1% |
| 161.638 | 3 | |
| 160.509 | 2 | < 0.1% |
| 151.986 | 3 | |
| 139.617 | 2 | < 0.1% |
| 121.424 | 5 | |
| 120.35 | 3 | |
| 115.959 | 4 |
AR_P_Proto_P_DstIP
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 17914 |
|---|---|
| Distinct (%) | 17.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3510358 |
| Minimum | 0 |
|---|---|
| Maximum | 409.298 |
| Zeros | 2334 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.132896 |
| Q1 | 0.371848 |
| median | 0.5528165 |
| Q3 | 0.759505 |
| 95-th percentile | 1.0926205 |
| Maximum | 409.298 |
| Range | 409.298 |
| Interquartile range (IQR) | 0.387657 |
Descriptive statistics
| Standard deviation | 8.008706 |
|---|---|
| Coefficient of variation (CV) | 5.9278268 |
| Kurtosis | 1194.3308 |
| Mean | 1.3510358 |
| Median Absolute Deviation (MAD) | 0.1891355 |
| Skewness | 29.026472 |
| Sum | 135103.58 |
| Variance | 64.139372 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2334 | 2.3% |
| 1.07498 | 59 | 0.1% |
| 1.09826 | 59 | 0.1% |
| 1.09834 | 58 | 0.1% |
| 1.09827 | 54 | 0.1% |
| 1.07497 | 46 | < 0.1% |
| 1.07496 | 40 | < 0.1% |
| 1.07484 | 35 | < 0.1% |
| 1.09832 | 34 | < 0.1% |
| 1.07495 | 32 | < 0.1% |
| Other values (17904) | 97249 |
| Value | Count | Frequency (%) |
| 0 | 2334 | |
| 0.0728576 | 5 | < 0.1% |
| 0.0738423 | 8 | < 0.1% |
| 0.0741164 | 3 | < 0.1% |
| 0.074705 | 6 | < 0.1% |
| 0.0748962 | 5 | < 0.1% |
| 0.0749459 | 4 | < 0.1% |
| 0.0749998 | 7 | < 0.1% |
| 0.075365 | 6 | < 0.1% |
| 0.0756335 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 409.298 | 6 | |
| 380.33 | 6 | |
| 368.234 | 4 | |
| 345.062 | 6 | |
| 319.366 | 1 | < 0.1% |
| 269.721 | 1 | < 0.1% |
| 205.118 | 1 | < 0.1% |
| 161.638 | 3 | |
| 160.58 | 4 | |
| 159.632 | 4 |
N_IN_Conn_P_DstIP
Real number (ℝ)
SKEWED
| Distinct | 64 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.89254 |
| Minimum | 1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 100 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.4956712 |
|---|---|
| Coefficient of variation (CV) | 0.024983559 |
| Kurtosis | 868.5507 |
| Mean | 99.89254 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -28.18665 |
| Sum | 9989254 |
| Variance | 6.2283746 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 99609 | |
| 99 | 114 | 0.1% |
| 79 | 14 | < 0.1% |
| 93 | 14 | < 0.1% |
| 84 | 12 | < 0.1% |
| 69 | 9 | < 0.1% |
| 97 | 9 | < 0.1% |
| 81 | 9 | < 0.1% |
| 96 | 9 | < 0.1% |
| 76 | 9 | < 0.1% |
| Other values (54) | 192 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 3 | |
| 2 | 2 | |
| 3 | 3 | |
| 5 | 1 | < 0.1% |
| 7 | 2 | |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 14 | 4 | |
| 15 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 99609 | |
| 99 | 114 | 0.1% |
| 98 | 7 | < 0.1% |
| 97 | 9 | < 0.1% |
| 96 | 9 | < 0.1% |
| 95 | 2 | < 0.1% |
| 93 | 14 | < 0.1% |
| 90 | 3 | < 0.1% |
| 89 | 7 | < 0.1% |
| 86 | 5 | < 0.1% |
N_IN_Conn_P_SrcIP
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.80427 |
| Minimum | 1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 68 |
| median | 97 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 24.320148 |
|---|---|
| Coefficient of variation (CV) | 0.2972968 |
| Kurtosis | 0.38860823 |
| Mean | 81.80427 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -1.217408 |
| Sum | 8180427 |
| Variance | 591.46959 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 47582 | |
| 68 | 1126 | 1.1% |
| 96 | 1016 | 1.0% |
| 98 | 993 | 1.0% |
| 84 | 978 | 1.0% |
| 88 | 961 | 1.0% |
| 99 | 958 | 1.0% |
| 92 | 949 | 0.9% |
| 97 | 932 | 0.9% |
| 93 | 923 | 0.9% |
| Other values (90) | 43582 |
| Value | Count | Frequency (%) |
| 1 | 14 | < 0.1% |
| 2 | 29 | < 0.1% |
| 3 | 38 | < 0.1% |
| 4 | 51 | 0.1% |
| 5 | 56 | |
| 6 | 60 | |
| 7 | 73 | |
| 8 | 81 | |
| 9 | 89 | |
| 10 | 130 |
| Value | Count | Frequency (%) |
| 100 | 47582 | |
| 99 | 958 | 1.0% |
| 98 | 993 | 1.0% |
| 97 | 932 | 0.9% |
| 96 | 1016 | 1.0% |
| 95 | 914 | 0.9% |
| 94 | 881 | 0.9% |
| 93 | 923 | 0.9% |
| 92 | 949 | 0.9% |
| 91 | 779 | 0.8% |
Pkts_P_State_P_Protocol_P_DestIP
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 1504 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 681.7027 |
| Minimum | 2 |
|---|---|
| Maximum | 103159 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 370 |
| median | 640 |
| Q3 | 962 |
| 95-th percentile | 1460 |
| Maximum | 103159 |
| Range | 103157 |
| Interquartile range (IQR) | 592 |
Descriptive statistics
| Standard deviation | 514.45165 |
|---|---|
| Coefficient of variation (CV) | 0.75465691 |
| Kurtosis | 15743.571 |
| Mean | 681.7027 |
| Median Absolute Deviation (MAD) | 285 |
| Skewness | 79.246536 |
| Sum | 68170270 |
| Variance | 264660.51 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 700 | 6490 | 6.5% |
| 600 | 4478 | 4.5% |
| 800 | 3911 | 3.9% |
| 1500 | 3359 | 3.4% |
| 1100 | 3125 | 3.1% |
| 500 | 2580 | 2.6% |
| 100 | 2360 | 2.4% |
| 400 | 2043 | 2.0% |
| 1400 | 1602 | 1.6% |
| 1000 | 1485 | 1.5% |
| Other values (1494) | 68567 |
| Value | Count | Frequency (%) |
| 2 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 6 | |
| 6 | 7 | |
| 7 | 5 | < 0.1% |
| 8 | 7 | |
| 9 | 13 | |
| 10 | 12 | |
| 11 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 103159 | 1 | < 0.1% |
| 1600 | 211 | |
| 1598 | 2 | < 0.1% |
| 1586 | 2 | < 0.1% |
| 1585 | 3 | < 0.1% |
| 1580 | 8 | < 0.1% |
| 1576 | 7 | < 0.1% |
| 1575 | 6 | < 0.1% |
| 1573 | 4 | < 0.1% |
| 1572 | 10 | < 0.1% |
Pkts_P_State_P_Protocol_P_SrcIP
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 1396 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 577.45915 |
| Minimum | 1 |
|---|---|
| Maximum | 70057 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 80 |
| Q1 | 270 |
| median | 500 |
| Q3 | 795 |
| 95-th percentile | 1444 |
| Maximum | 70057 |
| Range | 70056 |
| Interquartile range (IQR) | 525 |
Descriptive statistics
| Standard deviation | 451.89465 |
|---|---|
| Coefficient of variation (CV) | 0.78255692 |
| Kurtosis | 5587.3541 |
| Mean | 577.45915 |
| Median Absolute Deviation (MAD) | 248 |
| Skewness | 36.883597 |
| Sum | 57745915 |
| Variance | 204208.78 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 700 | 4285 | 4.3% |
| 1500 | 3347 | 3.3% |
| 800 | 3116 | 3.1% |
| 1100 | 3087 | 3.1% |
| 600 | 2831 | 2.8% |
| 500 | 2021 | 2.0% |
| 400 | 1717 | 1.7% |
| 1400 | 1570 | 1.6% |
| 1000 | 1473 | 1.5% |
| 100 | 1384 | 1.4% |
| Other values (1386) | 75169 |
| Value | Count | Frequency (%) |
| 1 | 3 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 9 | < 0.1% |
| 5 | 13 | |
| 6 | 22 | |
| 7 | 10 | < 0.1% |
| 8 | 25 | |
| 9 | 21 | |
| 10 | 28 |
| Value | Count | Frequency (%) |
| 70057 | 1 | < 0.1% |
| 1600 | 211 | |
| 1598 | 2 | < 0.1% |
| 1586 | 2 | < 0.1% |
| 1580 | 8 | < 0.1% |
| 1573 | 4 | < 0.1% |
| 1572 | 10 | < 0.1% |
| 1568 | 7 | < 0.1% |
| 1552 | 10 | < 0.1% |
| 1549 | 2 | < 0.1% |
| AR_P_Proto_P_DstIP | AR_P_Proto_P_SrcIP | N_IN_Conn_P_DstIP | N_IN_Conn_P_SrcIP | Pkts_P_State_P_Protocol_P_DestIP | Pkts_P_State_P_Protocol_P_SrcIP | TnP_PerProto | TnP_Per_Dport | daddr | dpkts | drate | dur | flgs | proto | rate | saddr | spkts | state | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AR_P_Proto_P_DstIP | 1.000 | 0.919 | 0.020 | 0.046 | 0.709 | 0.580 | 0.690 | 0.690 | 0.408 | -0.276 | -0.135 | -0.167 | 0.019 | 0.055 | 0.858 | 0.027 | 0.687 | 0.227 |
| AR_P_Proto_P_SrcIP | 0.919 | 1.000 | 0.020 | 0.085 | 0.730 | 0.636 | 0.705 | 0.705 | 0.000 | -0.216 | -0.092 | -0.134 | 0.016 | 0.047 | 0.932 | 0.011 | 0.738 | 0.035 |
| N_IN_Conn_P_DstIP | 0.020 | 0.020 | 1.000 | 0.050 | 0.021 | 0.009 | -0.012 | 0.045 | 0.424 | -0.067 | -0.073 | -0.043 | 0.126 | 0.043 | 0.018 | 0.283 | 0.008 | 0.324 |
| N_IN_Conn_P_SrcIP | 0.046 | 0.085 | 0.050 | 1.000 | 0.125 | 0.486 | 0.091 | 0.092 | 0.037 | -0.077 | -0.047 | 0.044 | 0.039 | 0.101 | 0.083 | 0.034 | 0.111 | 0.059 |
| Pkts_P_State_P_Protocol_P_DestIP | 0.709 | 0.730 | 0.021 | 0.125 | 1.000 | 0.859 | 0.942 | 0.941 | 0.000 | -0.260 | -0.003 | 0.280 | 1.000 | 0.000 | 0.793 | 1.000 | 0.934 | 0.316 |
| Pkts_P_State_P_Protocol_P_SrcIP | 0.580 | 0.636 | 0.009 | 0.486 | 0.859 | 1.000 | 0.804 | 0.801 | 0.000 | -0.194 | 0.019 | 0.267 | 1.000 | 0.000 | 0.699 | 1.000 | 0.828 | 0.316 |
| TnP_PerProto | 0.690 | 0.705 | -0.012 | 0.091 | 0.942 | 0.804 | 1.000 | 0.994 | 0.744 | -0.211 | 0.033 | 0.379 | 0.500 | 0.011 | 0.765 | 0.662 | 0.956 | 0.378 |
| TnP_Per_Dport | 0.690 | 0.705 | 0.045 | 0.092 | 0.941 | 0.801 | 0.994 | 1.000 | 0.000 | -0.219 | 0.023 | 0.372 | 1.000 | 0.000 | 0.765 | 1.000 | 0.955 | 0.316 |
| daddr | 0.408 | 0.000 | 0.424 | 0.037 | 0.000 | 0.000 | 0.744 | 0.000 | 1.000 | -0.084 | -0.096 | -0.063 | 0.022 | 0.045 | 0.023 | 0.667 | 0.003 | 0.476 |
| dpkts | -0.276 | -0.216 | -0.067 | -0.077 | -0.260 | -0.194 | -0.211 | -0.219 | -0.084 | 1.000 | 0.541 | 0.126 | 1.000 | 0.000 | -0.136 | 1.000 | -0.268 | 0.316 |
| drate | -0.135 | -0.092 | -0.073 | -0.047 | -0.003 | 0.019 | 0.033 | 0.023 | -0.096 | 0.541 | 1.000 | 0.155 | 0.707 | 0.000 | -0.024 | 0.707 | 0.003 | 0.316 |
| dur | -0.167 | -0.134 | -0.043 | 0.044 | 0.280 | 0.267 | 0.379 | 0.372 | -0.063 | 0.126 | 0.155 | 1.000 | 1.000 | 0.000 | -0.029 | 1.000 | 0.340 | 0.316 |
| flgs | 0.019 | 0.016 | 0.126 | 0.039 | 1.000 | 1.000 | 0.500 | 1.000 | 0.022 | 1.000 | 0.707 | 1.000 | 1.000 | 0.830 | -0.613 | 0.449 | -0.558 | 0.452 |
| proto | 0.055 | 0.047 | 0.043 | 0.101 | 0.000 | 0.000 | 0.011 | 0.000 | 0.045 | 0.000 | 0.000 | 0.000 | 0.830 | 1.000 | 0.712 | 0.051 | 0.809 | 1.000 |
| rate | 0.858 | 0.932 | 0.018 | 0.083 | 0.793 | 0.699 | 0.765 | 0.765 | 0.023 | -0.136 | -0.024 | -0.029 | -0.613 | 0.712 | 1.000 | 0.501 | 0.812 | 0.323 |
| saddr | 0.027 | 0.011 | 0.283 | 0.034 | 1.000 | 1.000 | 0.662 | 1.000 | 0.667 | 1.000 | 0.707 | 1.000 | 0.449 | 0.051 | 0.501 | 1.000 | -0.311 | 0.282 |
| spkts | 0.687 | 0.738 | 0.008 | 0.111 | 0.934 | 0.828 | 0.956 | 0.955 | 0.003 | -0.268 | 0.003 | 0.340 | -0.558 | 0.809 | 0.812 | -0.311 | 1.000 | 0.316 |
| state | 0.227 | 0.035 | 0.324 | 0.059 | 0.316 | 0.316 | 0.378 | 0.316 | 0.476 | 0.316 | 0.316 | 0.316 | 0.452 | 1.000 | 0.323 | 0.282 | 0.316 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| flgs | proto | saddr | daddr | dport | state | dur | spkts | dpkts | rate | drate | TnP_PerProto | TnP_Per_Dport | AR_P_Proto_P_SrcIP | AR_P_Proto_P_DstIP | N_IN_Conn_P_DstIP | N_IN_Conn_P_SrcIP | Pkts_P_State_P_Protocol_P_DestIP | Pkts_P_State_P_Protocol_P_SrcIP | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | e | tcp | 192.168.100.149 | 192.168.100.3 | 80 | RST | 43.349754 | 6 | 2 | 0.161477 | 0.056462 | 866 | 866 | 0.196159 | 0.213527 | 100 | 36 | 860 | 300 |
| 1 | e | tcp | 192.168.100.149 | 192.168.100.3 | 80 | REQ | 0.000000 | 1 | 0 | 0.000000 | 0.000000 | 100 | 100 | 0.000000 | 0.000000 | 100 | 83 | 100 | 83 |
| 2 | e | tcp | 192.168.100.150 | 192.168.100.3 | 80 | REQ | 0.000000 | 1 | 0 | 0.000000 | 0.000000 | 100 | 100 | 0.000000 | 0.000000 | 100 | 72 | 100 | 72 |
| 3 | e s | tcp | 192.168.100.148 | 192.168.100.3 | 80 | REQ | 12.697832 | 5 | 0 | 0.315014 | 0.000000 | 466 | 466 | 0.393770 | 0.389026 | 100 | 66 | 466 | 330 |
| 4 | e s | tcp | 192.168.100.150 | 192.168.100.3 | 80 | REQ | 14.341074 | 3 | 0 | 0.139460 | 0.000000 | 300 | 300 | 0.209214 | 0.209214 | 100 | 100 | 300 | 300 |
| 5 | e | tcp | 192.168.100.147 | 192.168.100.3 | 80 | REQ | 0.000000 | 1 | 0 | 0.000000 | 0.000000 | 106 | 106 | 40.401200 | 109.808000 | 100 | 33 | 97 | 30 |
| 6 | e | udp | 192.168.100.147 | 192.168.100.3 | 80 | INT | 15.416675 | 15 | 0 | 0.908108 | 0.000000 | 1171 | 1171 | 0.972972 | 0.786549 | 100 | 53 | 1171 | 795 |
| 7 | e | udp | 192.168.100.150 | 192.168.100.3 | 80 | INT | 11.130834 | 6 | 0 | 0.449203 | 0.000000 | 600 | 600 | 0.539043 | 0.539043 | 100 | 100 | 600 | 600 |
| 8 | e s | tcp | 192.168.100.150 | 192.168.100.3 | 80 | REQ | 11.698979 | 4 | 0 | 0.256433 | 0.000000 | 440 | 440 | 0.341926 | 0.396478 | 100 | 73 | 320 | 292 |
| 9 | e | udp | 192.168.100.147 | 192.168.100.3 | 80 | INT | 13.668871 | 15 | 0 | 1.024225 | 0.000000 | 1492 | 1492 | 1.091530 | 1.091530 | 100 | 100 | 1492 | 1492 |
| flgs | proto | saddr | daddr | dport | state | dur | spkts | dpkts | rate | drate | TnP_PerProto | TnP_Per_Dport | AR_P_Proto_P_SrcIP | AR_P_Proto_P_DstIP | N_IN_Conn_P_DstIP | N_IN_Conn_P_SrcIP | Pkts_P_State_P_Protocol_P_DestIP | Pkts_P_State_P_Protocol_P_SrcIP | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 99990 | e s | tcp | 192.168.100.149 | 192.168.100.3 | 80 | RST | 10.607552 | 5 | 1 | 0.471362 | 0.000000 | 810 | 810 | 0.565634 | 0.834015 | 100 | 10 | 810 | 60 |
| 99991 | e | udp | 192.168.100.149 | 192.168.100.3 | 80 | INT | 10.921830 | 6 | 0 | 0.457799 | 0.000000 | 600 | 600 | 0.549358 | 0.549358 | 100 | 100 | 600 | 600 |
| 99992 | e s | tcp | 192.168.100.147 | 192.168.100.3 | 80 | RST | 17.094515 | 8 | 2 | 0.526485 | 0.145217 | 874 | 874 | 0.597637 | 0.536879 | 100 | 66 | 874 | 670 |
| 99993 | e | udp | 192.168.100.149 | 192.168.100.3 | 80 | INT | 12.384003 | 7 | 0 | 0.484496 | 0.000000 | 700 | 700 | 0.565245 | 0.567833 | 100 | 65 | 700 | 455 |
| 99994 | e | udp | 192.168.100.147 | 192.168.100.3 | 80 | INT | 15.505130 | 14 | 0 | 0.838432 | 0.000000 | 1400 | 1400 | 0.902931 | 0.902931 | 100 | 100 | 1400 | 1400 |
| 99995 | e | udp | 192.168.100.150 | 192.168.100.3 | 80 | INT | 12.227951 | 7 | 0 | 0.490679 | 0.000000 | 700 | 700 | 0.572459 | 0.569814 | 100 | 64 | 700 | 448 |
| 99996 | e s | tcp | 192.168.100.148 | 192.168.100.3 | 80 | RST | 14.710411 | 6 | 1 | 0.407874 | 0.000000 | 587 | 587 | 0.480097 | 0.400764 | 100 | 61 | 431 | 431 |
| 99997 | e | udp | 192.168.100.150 | 192.168.100.3 | 80 | INT | 12.451253 | 6 | 0 | 0.401566 | 0.000000 | 639 | 639 | 0.481740 | 0.511028 | 100 | 87 | 639 | 522 |
| 99998 | e s | tcp | 192.168.100.147 | 192.168.100.3 | 80 | REQ | 13.852234 | 5 | 0 | 0.288762 | 0.000000 | 544 | 544 | 0.392720 | 0.392720 | 100 | 100 | 390 | 390 |
| 99999 | e | udp | 192.168.100.149 | 192.168.100.3 | 80 | INT | 12.383963 | 7 | 0 | 0.484498 | 0.000000 | 700 | 700 | 0.565247 | 0.569297 | 100 | 44 | 700 | 308 |
Most frequently occurring
| flgs | proto | saddr | daddr | state | dur | spkts | dpkts | rate | drate | TnP_PerProto | TnP_Per_Dport | AR_P_Proto_P_SrcIP | AR_P_Proto_P_DstIP | N_IN_Conn_P_DstIP | N_IN_Conn_P_SrcIP | Pkts_P_State_P_Protocol_P_DestIP | Pkts_P_State_P_Protocol_P_SrcIP | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 795 | e | tcp | 192.168.100.150 | 192.168.100.3 | REQ | 0.0 | 1 | 0 | 0.0 | 0.0 | 100 | 100 | 0.0 | 0.0 | 100 | 100 | 100 | 100 | 546 |
| 510 | e | tcp | 192.168.100.149 | 192.168.100.3 | REQ | 0.0 | 1 | 0 | 0.0 | 0.0 | 100 | 100 | 0.0 | 0.0 | 100 | 100 | 100 | 100 | 367 |
| 222 | e | tcp | 192.168.100.148 | 192.168.100.3 | REQ | 0.0 | 1 | 0 | 0.0 | 0.0 | 100 | 100 | 0.0 | 0.0 | 100 | 100 | 100 | 100 | 228 |
| 25 | e | tcp | 192.168.100.147 | 192.168.100.3 | REQ | 0.0 | 1 | 0 | 0.0 | 0.0 | 100 | 100 | 0.0 | 0.0 | 100 | 100 | 100 | 100 | 92 |
| 787 | e | tcp | 192.168.100.150 | 192.168.100.3 | REQ | 0.0 | 1 | 0 | 0.0 | 0.0 | 100 | 100 | 0.0 | 0.0 | 100 | 90 | 100 | 90 | 18 |
| 769 | e | tcp | 192.168.100.150 | 192.168.100.3 | REQ | 0.0 | 1 | 0 | 0.0 | 0.0 | 100 | 100 | 0.0 | 0.0 | 100 | 68 | 100 | 68 | 16 |
| 505 | e | tcp | 192.168.100.149 | 192.168.100.3 | REQ | 0.0 | 1 | 0 | 0.0 | 0.0 | 100 | 100 | 0.0 | 0.0 | 100 | 95 | 100 | 95 | 15 |
| 768 | e | tcp | 192.168.100.150 | 192.168.100.3 | REQ | 0.0 | 1 | 0 | 0.0 | 0.0 | 100 | 100 | 0.0 | 0.0 | 100 | 65 | 100 | 65 | 15 |
| 790 | e | tcp | 192.168.100.150 | 192.168.100.3 | REQ | 0.0 | 1 | 0 | 0.0 | 0.0 | 100 | 100 | 0.0 | 0.0 | 100 | 93 | 100 | 93 | 15 |
| 204 | e | tcp | 192.168.100.148 | 192.168.100.3 | REQ | 0.0 | 1 | 0 | 0.0 | 0.0 | 100 | 100 | 0.0 | 0.0 | 100 | 69 | 100 | 69 | 14 |